8 papers
Transformer-Based Predictive Maintenance for Risk-Aware Instrument Calibration
Adithya Parthasarathy, Aswathnarayan Muthukrishnan Kirubakaran, Akshay Deshpande +5
Accurate calibration is essential for instruments whose measurements must remain traceable, reliable, and compliant over long operating periods. Fixed-interval programs are easy to…
Scalable Sequential Recommendation under Latency and Memory Constraints
Adithya Parthasarathy, Aswathnarayan Muthukrishnan Kirubakaran, Vinoth Punniyamoorthy +5
Sequential recommender systems must model long-range user behavior while operating under strict memory and latency constraints. Transformer-based approaches achieve strong accuracy…
Push Down Optimization for Distributed Multi Cloud Data Integration
Ravi Kiran Kodali, Vinoth Punniyamoorthy, Akash Kumar Agarwal +5
Enterprises increasingly adopt multi cloud architectures to take advantage of diverse database engines, regional availability, and cost models. In these environments, ETL pipelines…
Cognitive Platform Engineering for Autonomous Cloud Operations
Vinoth Punniyamoorthy, Nitin Saksena, Srivenkateswara Reddy Sankiti +4
Modern DevOps practices have accelerated software delivery through automation, CI/CD pipelines, and observability tooling,but these approaches struggle to keep pace with the scale…
AI-Driven Cloud Resource Optimization for Multi-Cluster Environments
Vinoth Punniyamoorthy, Akash Kumar Agarwal, Bikesh Kumar +3
Modern cloud-native systems increasingly rely on multi-cluster deployments to support scalability, resilience, and geographic distribution. However, existing resource management ap…
Secure and Governed API Gateway Architectures for Multi-Cluster Cloud Environments
Vinoth Punniyamoorthy, Kabilan Kannan, Akshay Deshpande +5
API gateways serve as critical enforcement points for security, governance, and traffic management in cloud-native systems. As organizations increasingly adopt multi-cluster and hy…